Department of Mathematics, Tulane University, New Orleans, LA, USA.
Department of Biophysics, Johns Hopkins University, Baltimore, MD, USA.
Bull Math Biol. 2019 Oct;81(10):4069-4099. doi: 10.1007/s11538-019-00653-6. Epub 2019 Aug 29.
Antibodies have been shown to hinder the movement of herpes simplex virus virions in cervicovaginal mucus, as well as other viruses in other mucus secretions. However, it has not been possible to directly observe the mechanisms underlying this phenomenon, so the nature of virion-antibody-mucin interactions remain poorly understood. In this work, we analyzed thousands of virion traces from single particle tracking experiments to explicate how antibodies must cooperate to immobilize virions for relatively long time periods. First, using a clustering analysis, we observed a clear separation between two classes of virion behavior: freely diffusing and immobilized. While the proportion of freely diffusing virions decreased with antibody concentration, the magnitude of their diffusivity did not, implying an all-or-nothing dichotomy in the pathwise effect of the antibodies. Proceeding under the assumption that all binding events are reversible, we used a novel switch-point detection method to conclude that there are very few, if any, state switches on the experimental timescale of 20 s. To understand this slow state switching, we analyzed a recently proposed continuous-time Markov chain model for binding kinetics and virion movement. Model analysis implied that virion immobilization requires cooperation by multiple antibodies that are simultaneously bound to the virion and mucin matrix and that there is an entanglement phenomenon that accelerates antibody-mucin binding when a virion is immobilized. In addition to developing a widely applicable framework for analyzing multistate particle behavior, this work substantially enhances our mechanistic understanding of how antibodies can reinforce a mucus barrier against passive invasive species.
抗体已被证明可以阻碍单纯疱疹病毒病毒粒子在宫颈阴道黏液中的运动,以及其他黏液分泌物中的其他病毒。然而,目前还不可能直接观察到这种现象背后的机制,因此病毒粒子-抗体-粘蛋白相互作用的性质仍未被很好地理解。在这项工作中,我们分析了数千个来自单粒子跟踪实验的病毒粒子轨迹,以阐明抗体必须如何合作才能将病毒粒子固定在相对较长的时间内。首先,我们使用聚类分析观察到两种病毒粒子行为之间存在明显的分离:自由扩散和固定。虽然随着抗体浓度的增加,自由扩散病毒粒子的比例减少,但它们的扩散度并没有变化,这意味着抗体的路径效应存在全有或全无的二分法。在所有结合事件都是可逆的假设下,我们使用一种新的开关点检测方法得出结论,在 20 秒的实验时间尺度上,几乎没有(如果有的话)状态转换。为了理解这种缓慢的状态转换,我们分析了最近提出的用于结合动力学和病毒粒子运动的连续时间马尔可夫链模型。模型分析表明,病毒粒子的固定需要多个抗体的合作,这些抗体同时与病毒粒子和粘蛋白基质结合,并且存在一种缠结现象,当病毒粒子被固定时,它会加速抗体-粘蛋白的结合。除了开发一种广泛适用于分析多态粒子行为的框架外,这项工作还大大增强了我们对抗体如何增强黏液屏障以抵御被动入侵物种的机制理解。